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ResearchFormerly WizWand

Univariate long-term forecasting on ETTm2

0.063MSEFEDformer
0.046240.159370.27250.38563May 18, 2022
Updated 8mo ago

Evaluation results

MethodLinks
FEDformerPrediction Horizon=962022.050.0630.189
FiLMPrediction Horizon=962022.050.0650.189
AutoformerPrediction Horizon=962022.050.0650.189
LogTransPrediction Horizon=962022.050.0750.208
ReformerPrediction Horizon=962022.050.0760.214
InformerPrediction Horizon=962022.050.0880.225
FiLMPrediction Horizon=1922022.050.0940.233
FEDformerPrediction Horizon=1922022.050.1020.245
AutoformerPrediction Horizon=1922022.050.1180.256
FiLMPrediction Horizon=3362022.050.1240.274
LogTransPrediction Horizon=1922022.050.1290.275
FEDformerPrediction Horizon=3362022.050.130.279
InformerPrediction Horizon=1922022.050.1320.283
ReformerPrediction Horizon=1922022.050.1320.29
S4Prediction Horizon=962022.050.1530.318
AutoformerPrediction Horizon=3362022.050.1540.305
LogTransPrediction Horizon=3362022.050.1540.302
LogTransPrediction Horizon=7202022.050.160.321
ReformerPrediction Horizon=3362022.050.160.312
ReformerPrediction Horizon=7202022.050.1680.335
FiLMPrediction Horizon=7202022.050.1730.323
FEDformerPrediction Horizon=7202022.050.1780.325
InformerPrediction Horizon=3362022.050.180.336
AutoformerPrediction Horizon=7202022.050.1820.335
S4Prediction Horizon=1922022.050.1830.35
S4Prediction Horizon=3362022.050.2040.367
InformerPrediction Horizon=7202022.050.30.435
S4Prediction Horizon=7202022.050.4820.567